Delivering Growth

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Free tools, calculators, and guides to help you build and scale your software product

A/B Test Calculators

Video Guide

How to Design and Analyze A/B Tests

Learn how to confidently design and analyze your A/B tests using our calculators. This video walks you through the entire experiment lifecycleβ€”from determining how long your test needs to run and how much data to collect, to analyzing results and determining statistical significance. We'll cover the A/B test simulator and all the calculators available on this page, keeping explanations high-level and practical.

PopularCalculatorExperiment Design

Sample Size and Test Duration

Calculate required sample size per variant and estimate test duration. Includes a comparison table showing how sample size and duration change with different MDE values.

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PopularCalculatorExperiment DesignExperiment Analysis

A/B Test Simulator

Simulate A/B tests with different conversion rates and sample sizes. See how statistical significance evolves over time with p-values, confidence intervals, and detailed analysis.

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PopularCalculatorExperiment Analysis

How Much Longer Do I Need to Run?

Estimate how many more days you need to run your experiment to achieve statistical significance, assuming your current conversion rates hold steady.

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PopularCalculatorExperiment Analysis

P-Value and Confidence Interval Over Time

Visualize how both the p-value and confidence interval of your experiment evolve over time as you accumulate more data. Perfect for understanding whether your test is stabilizing and how confident you can be in the observed lift.

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CalculatorExperiment Design

Minimum Detectable Effect (MDE) Calculator

Determine the smallest effect size you can detect given your sample size, baseline rate, confidence level, and statistical power.

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CalculatorExperiment Design

Duration Estimator

Estimate how many days it will take to complete your experiment based on your available daily traffic, number of variants, and required sample size per variant.

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CalculatorExperiment Design

Sample Size Per Variant Calculator

Calculate the required sample size per variant needed to detect a given minimum detectable effect (MDE) with your desired confidence level and statistical power.

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CalculatorExperiment Analysis

P-Value Calculator (Snapshot)

Quickly check if a result is statistically significant based on final totals. Performs a two-proportion z-test and estimates post-test power to help you understand if your test was underpowered.

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CalculatorExperiment Analysis

Confidence Interval Calculator (Snapshot)

Calculate a confidence interval for the difference in conversion rates between two groups. Get a range of plausible outcomes, not just a binary yes/no answer.

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CalculatorExperiment Analysis

Interaction Effects Calculator

Detect interaction effects in concurrent A/B tests. Use chi-square and logistic regression to identify when test variants interfere with each other, potentially masking true effects.

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CalculatorExperiment Design

Feature Flag Simulator

Test and simulate feature flag configurations. Create flags with on/off or percentage rollout rules, evaluate them with user IDs and parameters, and track all evaluations in a downloadable ledger.

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Free Resources

Free Resource

Stripe for SaaS: A Vibe Coding Companion

A free companion for vibe-coding payments and plan management β€” use it with or without the Starter Kit. It isn't required if you're on the Kit, but it's often helpful for deeper context, patterns, and edge cases.

What's Included:

  • πŸ”§ Complete code examples & patterns
  • πŸ“‹ Database schemas & migrations
  • πŸ”„ Webhook handlers & error handling
  • πŸ§ͺ Testing strategies & test data
  • πŸš€ Production deployment guides
  • πŸ› οΈ Troubleshooting & edge cases

Perfect For:

  • πŸ€– Feeding into Cursor, Copilot, or Claude
  • ⚑ Rapid Stripe implementation
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  • πŸ“š Complete reference material
  • πŸ” Context for complex billing scenarios
  • πŸ’‘ Battle-tested implementation guides

Skip the trial-and-error. Give your AI coding assistant the complete context it needs to implement complex subscription flows, proration handling, webhook mastery, and comprehensive testing - all based on production-tested patterns.

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Free Resource

Custom GPT: Delivering Growth Experimentation & PLG Advisor

Do you want expert guidance while building experiments? Regular ChatGPT gives generic answers, but you need specific, actionable advice from experienced growth teams. Use our pre-trained ChatGPT or Gemini chatbot to get concrete knowledge and opinionated guidance that saves you hours of research and trial-and-error.

What You'll Get:

  • πŸ€– ChatGPT Custom GPT access
  • πŸ’Ž Gemini Gem access
  • πŸ“š Trained on Delivering Growth course material
  • πŸ” System audit capabilities
  • πŸ§ͺ Experiment design assistance
  • πŸ› οΈ Troubleshooting support

Perfect For:

  • πŸ‘¨β€πŸ’» Growth Engineers
  • πŸ“Š Product Managers
  • πŸ“ˆ Data Analysts
  • 🎯 PLG experimentation
  • πŸ”¬ Full-stack experiment design
  • ⚑ Quick troubleshooting

Stop wasting time on generic wisdom. Get specific, actionable answers about experiment design, system audits, assignment logic, exposure tracking, and metrics. This isn't the wisdom of crowds from ChatGPT. This is concrete knowledge and proven practices from real growth teams who've shipped successful experiments.

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